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python-3.x - TypeError : Expected binary or unicode string, 得到了 Tensorflow 列表

转载 作者:行者123 更新时间:2023-12-04 00:02:50 26 4
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好吧,请耐心等待。所以这是我的代码:

import tensorflow as tf
import os
import pickle
from numpy import asarray, reshape

os.chdir('PATH')

with open('xSensor.pkl','rb') as file:
x_train = asarray(pickle.load(file))

with open('ySensor.pkl','rb') as file:
y_train = asarray(pickle.load(file))

def neural_network(data):
n_nodes_h1 = 1000
n_nodes_h2 = 1000
n_nodes_h3 = 500

hidden_layer_1 = {
'weights': tf.Variable(tf.random_normal([13, n_nodes_h1],dtype=tf.float64)),
'biases': tf.Variable(tf.random_normal([n_nodes_h1],dtype=tf.float64))
}

#Omitting some code that just defines a couple more layers in the same format as above

layer_1 = tf.matmul(data, hidden_layer_1['weights']) + hidden_layer_1['biases']
layer_1 = tf.nn.relu(layer_1)

#Omitting more code.

output = tf.matmul(layer_3, output['weights']) + output['biases']

return output


def train_network(x_t,y_t):
x = tf.placeholder(tf.float64, shape=[None, 13])
y = tf.placeholder(tf.float64)
prediction = neural_network(x_t)
y_t = reshape(y_t,(700,1))
cost = tf.reduce_mean(tf.losses.mean_squared_error(labels=y_t, predictions=prediction))
optimizer = tf.train.AdamOptimizer(0.005).minimize(cost) #learning rate by default is 0.01
n_epochs = 1000

with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for _ in range(0, n_epochs):
x_ = sess.run([optimizer,cost], feed_dict={x: x_t, y: y_t})
print("Loss is: ", x_[1])



train_network(x_train,y_train)

这是错误日志:
Traceback (most recent call last):
File "C:/Users/my system/Desktop/height_sensor.py", line 94, in <module>
train_network(x_train,y_train)
File "C:/Users/my system/Desktop/height_sensor.py", line 77, in train_network
prediction = neural_network(x_t)
File "C:/Users/my system/Desktop/height_sensor.py", line 59, in neural_network
layer_1 = tf.matmul(data, hidden_layer_1['weights']) + hidden_layer_1['biases']
File "C:\Users\my system\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\ops\math_ops.py", line 1844, in matmul
a = ops.convert_to_tensor(a, name="a")
...etc...
TypeError: Expected binary or unicode string, got [15.0126, 1.38684, 27.6, 1.6323, -0.624113, 8.97763, 2.06581, 8.88303, -0.689839, 9.13284, 353.183, 349.178, 210.498]

Process finished with exit code 1

抱歉发布了这么多代码,我想少发布 waaaay,但我担心我可能会忽略导致错误的一件事。
如果有人能指出我正确的方向,我会非常高兴。
谢谢

最佳答案

发布所有代码实际上是一个好主意,尤其是所有错误回溯。我可以让你的代码运行一些假数据。我最好的猜测是,pickle 返回 x_train 的值的方式有些不对劲。 ;可能数组嵌套过多。我可能可以在整个追溯方面提供更多帮助,但无论如何我建议输出一些 x_train并查看它的格式是否正确。

关于python-3.x - TypeError : Expected binary or unicode string, 得到了 Tensorflow 列表,我们在Stack Overflow上找到一个类似的问题: https://stackoverflow.com/questions/47601632/

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